Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: RBL2

Gene summary for RBL2

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

RBL2

Gene ID

5934

Gene nameRB transcriptional corepressor like 2
Gene AliasP130
Cytomap16q12.2
Gene Typeprotein-coding
GO ID

GO:0000082

UniProtAcc

Q08999


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
5934RBL2LZE2DHumanEsophagusHGIN1.45e-022.06e-010.0642
5934RBL2LZE4THumanEsophagusESCC1.00e-103.82e-010.0811
5934RBL2LZE7THumanEsophagusESCC1.41e-063.63e-010.0667
5934RBL2LZE8THumanEsophagusESCC2.69e-082.33e-010.067
5934RBL2LZE20THumanEsophagusESCC1.86e-051.89e-010.0662
5934RBL2LZE24THumanEsophagusESCC1.40e-236.16e-010.0596
5934RBL2P1T-EHumanEsophagusESCC2.44e-127.37e-010.0875
5934RBL2P2T-EHumanEsophagusESCC5.47e-173.52e-010.1177
5934RBL2P4T-EHumanEsophagusESCC6.00e-184.52e-010.1323
5934RBL2P5T-EHumanEsophagusESCC7.14e-101.30e-010.1327
5934RBL2P8T-EHumanEsophagusESCC3.07e-326.13e-010.0889
5934RBL2P9T-EHumanEsophagusESCC1.76e-061.24e-010.1131
5934RBL2P10T-EHumanEsophagusESCC1.13e-253.32e-010.116
5934RBL2P11T-EHumanEsophagusESCC1.20e-074.35e-010.1426
5934RBL2P12T-EHumanEsophagusESCC1.50e-172.91e-010.1122
5934RBL2P15T-EHumanEsophagusESCC3.57e-123.76e-010.1149
5934RBL2P16T-EHumanEsophagusESCC3.98e-112.39e-010.1153
5934RBL2P17T-EHumanEsophagusESCC3.75e-062.70e-010.1278
5934RBL2P19T-EHumanEsophagusESCC2.13e-055.49e-010.1662
5934RBL2P20T-EHumanEsophagusESCC7.97e-226.25e-010.1124
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
ProstateThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.BPH: Benign Prostatic Hyperplasia
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:000632516EsophagusHGINchromatin organization92/2587409/187231.05e-064.16e-0592
GO:000734610EsophagusHGINregulation of mitotic cell cycle98/2587457/187234.39e-061.42e-0498
GO:00447729EsophagusHGINmitotic cell cycle phase transition89/2587424/187232.80e-057.21e-0489
GO:19019906EsophagusHGINregulation of mitotic cell cycle phase transition65/2587299/187231.12e-042.36e-0365
GO:20000456EsophagusHGINregulation of G1/S transition of mitotic cell cycle36/2587142/187231.74e-043.35e-0336
GO:00000827EsophagusHGING1/S transition of mitotic cell cycle48/2587214/187233.97e-046.07e-0348
GO:00448437EsophagusHGINcell cycle G1/S phase transition52/2587241/187236.19e-048.58e-0352
GO:19028065EsophagusHGINregulation of cell cycle G1/S phase transition39/2587168/187236.60e-049.03e-0339
GO:20001343EsophagusHGINnegative regulation of G1/S transition of mitotic cell cycle23/258784/187237.90e-041.03e-0223
GO:00459305EsophagusHGINnegative regulation of mitotic cell cycle49/2587235/187231.88e-032.01e-0249
GO:19019915EsophagusHGINnegative regulation of mitotic cell cycle phase transition39/2587179/187232.31e-032.36e-0239
GO:19028073EsophagusHGINnegative regulation of cell cycle G1/S phase transition23/258793/187233.39e-033.18e-0223
GO:19019876EsophagusHGINregulation of cell cycle phase transition72/2587390/187235.78e-034.70e-0272
GO:004477216EsophagusESCCmitotic cell cycle phase transition281/8552424/187234.63e-184.45e-16281
GO:000734615EsophagusESCCregulation of mitotic cell cycle293/8552457/187238.00e-165.64e-14293
GO:190198713EsophagusESCCregulation of cell cycle phase transition242/8552390/187233.86e-111.26e-09242
GO:190199013EsophagusESCCregulation of mitotic cell cycle phase transition191/8552299/187231.35e-103.94e-09191
GO:00457865EsophagusESCCnegative regulation of cell cycle236/8552385/187233.62e-109.93e-09236
GO:000632517EsophagusESCCchromatin organization240/8552409/187236.52e-081.14e-06240
GO:00109484EsophagusESCCnegative regulation of cell cycle process177/8552294/187233.26e-074.59e-06177
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
hsa052039EsophagusHGINViral carcinogenesis53/1383204/84652.58e-042.71e-032.15e-0353
hsa0421828EsophagusHGINCellular senescence42/1383156/84654.94e-045.03e-034.00e-0342
hsa041109EsophagusHGINCell cycle38/1383157/84656.70e-034.37e-023.47e-0238
hsa0520315EsophagusHGINViral carcinogenesis53/1383204/84652.58e-042.71e-032.15e-0353
hsa04218111EsophagusHGINCellular senescence42/1383156/84654.94e-045.03e-034.00e-0342
hsa0411016EsophagusHGINCell cycle38/1383157/84656.70e-034.37e-023.47e-0238
hsa0411023EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa0421829EsophagusESCCCellular senescence119/4205156/84655.89e-129.40e-114.81e-11119
hsa0516510EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa0520325EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa040689EsophagusESCCFoxO signaling pathway89/4205131/84651.56e-057.98e-054.09e-0589
hsa041517EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
hsa0411033EsophagusESCCCell cycle126/4205157/84651.34e-155.60e-142.87e-14126
hsa0421838EsophagusESCCCellular senescence119/4205156/84655.89e-129.40e-114.81e-11119
hsa0516515EsophagusESCCHuman papillomavirus infection215/4205331/84657.86e-097.12e-083.65e-08215
hsa0520335EsophagusESCCViral carcinogenesis137/4205204/84652.47e-071.88e-069.62e-07137
hsa0406814EsophagusESCCFoxO signaling pathway89/4205131/84651.56e-057.98e-054.09e-0589
hsa0415114EsophagusESCCPI3K-Akt signaling pathway197/4205354/84651.24e-022.83e-021.45e-02197
hsa04068LiverNAFLDFoxO signaling pathway30/1043131/84654.91e-048.05e-036.49e-0330
hsa040681LiverNAFLDFoxO signaling pathway30/1043131/84654.91e-048.05e-036.49e-0330
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
RBL2SNVMissense_Mutationnovelc.873G>Tp.Lys291Asnp.K291NQ08999protein_codingdeleterious(0)probably_damaging(0.994)TCGA-A7-A0DB-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapyarimidexSD
RBL2SNVMissense_Mutationrs376376448c.547N>Tp.Arg183Cysp.R183CQ08999protein_codingdeleterious(0.01)benign(0.039)TCGA-AN-A041-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RBL2SNVMissense_Mutationnovelc.1504N>Tp.Val502Leup.V502LQ08999protein_codingtolerated(0.3)benign(0.131)TCGA-BH-A0HA-01Breastbreast invasive carcinomaFemale<65I/IIUnknownUnknownSD
RBL2SNVMissense_Mutationnovelc.1594N>Gp.Leu532Valp.L532VQ08999protein_codingdeleterious(0)probably_damaging(0.998)TCGA-C5-A1MH-01Cervixcervical & endocervical cancerFemale>=65III/IVChemotherapycisplatinPD
RBL2SNVMissense_Mutationc.2071N>Ap.Asp691Asnp.D691NQ08999protein_codingtolerated(0.12)benign(0.051)TCGA-IR-A3LL-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinCR
RBL2SNVMissense_Mutationnovelc.3305G>Cp.Arg1102Thrp.R1102TQ08999protein_codingdeleterious(0.01)probably_damaging(0.986)TCGA-MA-AA42-01Cervixcervical & endocervical cancerFemale>=65I/IIUnknownUnknownSD
RBL2SNVMissense_Mutationnovelc.430N>Gp.His144Aspp.H144DQ08999protein_codingtolerated(0.51)benign(0)TCGA-VS-A9UC-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinSD
RBL2SNVMissense_Mutationrs371003080c.1111G>Ap.Ala371Thrp.A371TQ08999protein_codingtolerated(0.6)benign(0)TCGA-A6-3809-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
RBL2SNVMissense_Mutationc.1957N>Gp.Thr653Alap.T653AQ08999protein_codingtolerated(0.77)benign(0)TCGA-AA-3811-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
RBL2SNVMissense_Mutationc.3276N>Gp.Ile1092Metp.I1092MQ08999protein_codingtolerated(0.13)possibly_damaging(0.708)TCGA-AA-3864-01Colorectumcolon adenocarcinomaMale>=65I/IIUnknownUnknownSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
5934RBL2TRANSCRIPTION FACTOR COMPLEX, ENZYMERAPAMYCINSIROLIMUS8895523
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